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File	Size
Udemy - Math for Data Science Masterclass 2023-4/01 - Introduction/001 Welcome to the Course! Important Info in this Lecture!.html	1.69 kB
Udemy - Math for Data Science Masterclass 2023-4/01 - Introduction/002 Course Overview and Curriculum.mp4	23.69 MB
Udemy - Math for Data Science Masterclass 2023-4/01 - Introduction/002 Course Overview and Curriculum_en.srt	7.04 kB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/001 Introduction to Core Data Concepts.mp4	85.84 MB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/001 Introduction to Core Data Concepts_en.srt	24.13 kB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/002 Measurements of Central Tendency - Mean, Median, and Mode.mp4	46.05 MB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/002 Measurements of Central Tendency - Mean, Median, and Mode_en.srt	37.08 kB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/003 Measurements of Dispersion - Variance and Standard Deviation.mp4	33.42 MB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/003 Measurements of Dispersion - Variance and Standard Deviation_en.srt	29.14 kB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/004 Quartiles and IQR.mp4	31.73 MB
Udemy - Math for Data Science Masterclass 2023-4/02 - Core Data Concepts/004 Quartiles and IQR_en.srt	23.24 kB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/001 Introduction to Visualizing Data.mp4	52.08 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/001 Introduction to Visualizing Data_en.srt	28.50 kB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/002 Scatter Plots.mp4	52.30 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/002 Scatter Plots_en.srt	28.38 kB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/003 Line Plots.mp4	16.21 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/003 Line Plots_en.srt	14.81 kB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/004 Distribution Plots - Histograms.mp4	17.08 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/004 Distribution Plots - Histograms_en.srt	17.97 kB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/005 Categorical Plots - Bar Plots.mp4	10.51 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/005 Categorical Plots - Bar Plots_en.srt	11.40 kB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/006 CategoricalDistribution Plots - Box and Whisker Plots.mp4	11.35 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/006 CategoricalDistribution Plots - Box and Whisker Plots_en.srt	11.03 kB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/007 Other Plot Types - Violin Plot, KDE Plot.mp4	19.07 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/007 Other Plot Types - Violin Plot, KDE Plot_en.srt	18.45 kB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/008 Common Plot Pitfalls.mp4	19.79 MB
Udemy - Math for Data Science Masterclass 2023-4/03 - Visualizing Data/008 Common Plot Pitfalls_en.srt	17.71 kB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/001 Introduction to Combinatorics.mp4	60.10 MB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/001 Introduction to Combinatorics_en.srt	18.19 kB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/002 Factorials.mp4	22.56 MB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/002 Factorials_en.srt	22.99 kB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/003 Permutations.mp4	15.09 MB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/003 Permutations_en.srt	16.70 kB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/004 Combinations.mp4	27.21 MB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/004 Combinations_en.srt	19.25 kB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/005 03-Combinatorics-Practice-Questions-Answers.pdf	59.23 kB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/005 03-Combinatorics-Practice-Questions.pdf	20.96 kB
Udemy - Math for Data Science Masterclass 2023-4/04 - Combinatorics/005 Combinatorics Practice Problem Set and Answers.html	99.00 B
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/001 Introduction to Probability.mp4	88.61 MB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/001 Introduction to Probability_en.srt	31.06 kB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/002 Probability, Law of Large Numbers, Experimental vs. Expected.mp4	76.70 MB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/002 Probability, Law of Large Numbers, Experimental vs. Expected_en.srt	28.27 kB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/003 The Addition Rule, Union and Intersection, Venn Diagrams.mp4	41.99 MB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/003 The Addition Rule, Union and Intersection, Venn Diagrams_en.srt	23.67 kB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/004 Conditional Probability, Independent and Dependent.mp4	29.19 MB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/004 Conditional Probability, Independent and Dependent_en.srt	21.82 kB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/005 Bayes' Theorem.mp4	23.36 MB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/005 Bayes' Theorem_en.srt	17.43 kB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/006 Discrete Probability.mp4	48.76 MB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/006 Discrete Probability_en.srt	36.01 kB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/007 Transforming Random Variables.mp4	52.66 MB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/007 Transforming Random Variables_en.srt	34.07 kB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/008 Combinations of Random Variables.mp4	32.63 MB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/008 Combinations of Random Variables_en.srt	22.44 kB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/009 04-Probability-Practice-Questions-Answers.pdf	80.84 kB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/009 04-Probability-Practice-Questions.pdf	23.61 kB
Udemy - Math for Data Science Masterclass 2023-4/05 - Probability/009 Probability Practice Problem Set and Answers.html	106.00 B
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/001 Introduction to Joint Distributions.mp4	56.98 MB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/001 Introduction to Joint Distributions_en.srt	30.93 kB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/002 Covariance.mp4	35.80 MB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/002 Covariance_en.srt	25.72 kB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/003 Pearson Correlation Coefficient.mp4	36.39 MB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/003 Pearson Correlation Coefficient_en.srt	21.50 kB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/004 05-Joint-Distributions-Practice-Questions-Answers.pdf	70.04 kB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/004 05-Joint-Distributions-Practice-Questions.pdf	20.04 kB
Udemy - Math for Data Science Masterclass 2023-4/06 - Joint Distributions/004 Joint Distribution Practice Problem Set and Answers.html	79.00 B
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/001 Introduction to Data Distributions.mp4	45.86 MB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/001 Introduction to Data Distributions_en.srt	22.65 kB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/002 Probability Mass Functions.mp4	25.31 MB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/002 Probability Mass Functions_en.srt	19.47 kB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/003 Discrete Uniform Distribution - Dice Roll.mp4	9.91 MB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/003 Discrete Uniform Distribution - Dice Roll_en.srt	8.90 kB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/004 Probability Density Functions.mp4	33.34 MB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/004 Probability Density Functions_en.srt	24.67 kB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/005 Continuous Uniform Distribution - Voltage.mp4	16.29 MB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/005 Continuous Uniform Distribution - Voltage_en.srt	14.86 kB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/006 Cumulative Distribution Functions.mp4	22.43 MB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/006 Cumulative Distribution Functions_en.srt	18.27 kB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/007 Binomial Distribution.mp4	43.95 MB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/007 Binomial Distribution_en.srt	29.91 kB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/008 Bernoulli Distribution.mp4	24.38 MB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/008 Bernoulli Distribution_en.srt	17.66 kB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/009 Poisson Distribution.mp4	28.34 MB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/009 Poisson Distribution_en.srt	18.82 kB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/010 06-Data-Distributions-Practice-Questions-Answers.pdf	67.01 kB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/010 06-Data-Distributions-Practice-Questions.pdf	20.35 kB
Udemy - Math for Data Science Masterclass 2023-4/07 - Data Distributions/010 Data Distributions Practice Problem Set and Answers.html	79.00 B
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/001 Introduction to The Normal Distribution.mp4	63.03 MB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/001 Introduction to The Normal Distribution_en.srt	23.26 kB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/002 Mean, Variance, and Standard Deviation.mp4	26.90 MB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/002 Mean, Variance, and Standard Deviation_en.srt	22.06 kB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/003 Normal Distribution.mp4	30.29 MB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/003 Normal Distribution_en.srt	20.63 kB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/004 Standard Normal Distribution.mp4	13.57 MB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/004 Standard Normal Distribution_en.srt	11.44 kB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/005 Z-Scores.mp4	60.83 MB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/005 Z-Scores_en.srt	25.56 kB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/006 07-The-Normal-Distribution-Practice-Questions-Answers.pdf	87.23 kB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/006 07-The-Normal-Distribution-Practice-Questions.pdf	23.36 kB
Udemy - Math for Data Science Masterclass 2023-4/08 - The Normal Distribution/006 Normal Distribution Practice Problem Set and Answers.html	79.00 B
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/001 Introduction to Sampling.mp4	38.32 MB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/001 Introduction to Sampling_en.srt	20.67 kB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/002 Sampling and Bias.mp4	50.05 MB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/002 Sampling and Bias_en.srt	38.57 kB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/003 The Central Limit Theorem.mp4	39.55 MB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/003 The Central Limit Theorem_en.srt	30.71 kB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/004 The Student's t-Distribution.mp4	22.30 MB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/004 The Student's t-Distribution_en.srt	15.08 kB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/005 Confidence Interval for the Mean.mp4	39.14 MB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/005 Confidence Interval for the Mean_en.srt	27.94 kB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/006 08-Sampling-Practice-Questions-Answers.pdf	59.82 kB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/006 08-Sampling-Practice-Questions.pdf	28.93 kB
Udemy - Math for Data Science Masterclass 2023-4/09 - Sampling/006 Sampling Practice Problem Set and Answers.html	79.00 B
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/001 Introduction to Hypothesis Testing.mp4	68.04 MB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/001 Introduction to Hypothesis Testing_en.srt	23.46 kB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/002 Inferential Statistics and Hypotheses.mp4	23.33 MB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/002 Inferential Statistics and Hypotheses_en.srt	17.01 kB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/003 Significance Level and Type I and II Errors.mp4	32.72 MB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/003 Significance Level and Type I and II Errors_en.srt	25.76 kB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/004 Test Statistics for One- and Two-Tailed Tests.mp4	31.96 MB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/004 Test Statistics for One- and Two-Tailed Tests_en.srt	19.46 kB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/005 The p-Value and Rejecting the Null.mp4	55.12 MB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/005 The p-Value and Rejecting the Null_en.srt	29.66 kB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/006 AB Testing.mp4	33.20 MB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/006 AB Testing_en.srt	30.99 kB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/007 09-Hypothesis-Testing-Practice-Questions-Answers.pdf	91.32 kB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/007 09-Hypothesis-Testing-Practice-Questions.pdf	26.81 kB
Udemy - Math for Data Science Masterclass 2023-4/10 - Hypothesis Testing/007 Hypothesis Testing Practice Problem Set and Answers.html	79.00 B
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/001 Introduction to Regression.mp4	32.53 MB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/001 Introduction to Regression_en.srt	17.44 kB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/002 Scatterplots and Regression.mp4	14.74 MB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/002 Scatterplots and Regression_en.srt	11.44 kB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/003 Correlation Coefficient and the Residual.mp4	47.10 MB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/003 Correlation Coefficient and the Residual_en.srt	31.27 kB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/004 Coefficient of Determination and the RMSE.mp4	41.37 MB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/004 Coefficient of Determination and the RMSE_en.srt	23.82 kB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/005 Chi-Square Tests.mp4	39.87 MB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/005 Chi-Square Tests_en.srt	23.01 kB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/006 ANOVA.mp4	54.76 MB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/006 ANOVA_en.srt	35.63 kB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/007 10-Regression-Practice-Questions-Answers.pdf	58.52 kB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/007 10-Regression-Practice-Questions.pdf	33.31 kB
Udemy - Math for Data Science Masterclass 2023-4/11 - Regression/007 Regression Practice Problem Set and Answers.html	79.00 B
Udemy - Math for Data Science Masterclass 2023-4/Download Latest E-Books and Apps from 1fileword.com.url	122.00 B
Udemy - Math for Data Science Masterclass 2023-4/Read Me.txt	400.00 B
Udemy - Math for Data Science Masterclass 2023-4/Readme.txt	84.00 B

Description

Math for Data Science Masterclass, the advanced Math for Data Science course is published by Udemy Academy. Christa King and Jose Portilla have teamed up to create a first-of-its-kind course to give you the best learning experience on how to use math to solve real-world data science problems. This course is specifically designed to help you understand the mathematical concepts of data science, so you can have a solid understanding of how to effectively use data in an organization. Most students entering the field of data science are confused about where to start with basic mathematics.

This course is specifically designed to help bridge this gap and provide students with a clear and guided path into the complex and interesting world of mathematics used in data science. This is the learning experience for anyone who wants to really understand data science. At the end of each section is a set of practical problems drawn from real companies where you can directly apply what you know to test your concepts.

In this lesson, we will discuss the following:
Understanding data concepts
Different ways to visualize data
Permutations
Combinations
Bayes theorem
Random variables
Common distributions
Covariance and correlation
What you will learn
Understand the basic concepts of data quality and quantity
Discover how to visualize data with various types of plots
Understand the key ideas in using probability to solve problems
Understanding the concepts of normal distribution
Understanding the hypothesis test on sample groups
Getting to know how to measure data with statistics
Using combinations to calculate permutations and combinations of objects
Learn how to use data distributions with real data
Using sampling and central limit theorem
Principles of linear regression
Who is this course suitable for?
Anyone interested in learning more about the mathematics of data science
Details of the Math for Data Science Masterclass course
Publisher: Udemy
Instructor: Jose Portilla , Krista King
English language
Education level: all levels
Number of courses: 68
Training duration: 16 hours and 7 minutes
Head of the seasons
Math for Data Science Masterclass
Course prerequisites
Only basic arithmetic skills are needed, we’ll teach you the rest